Annie Surla

Annie Surla is a Developer Advocate Engineer at NVIDIA responsible for developing and presenting a wide range of deep learning software products. She comes with experience working in deep learning applications including vision and NLP. She holds a master’s degree in Engineering Management from Duke University.
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Posts by Annie Surla

Generative AI Dec 16, 2024

An Easy Introduction to Multimodal Retrieval-Augmented Generation for Video and Audio

Building a multimodal retrieval-augmented generation (RAG) system is challenging. The difficulty comes from capturing and indexing information from across... 12 MIN READ
Generative AI Oct 28, 2024

An Introduction to Model Merging for LLMs

One challenge organizations face when customizing large language models (LLMs) is the need to run multiple experiments, which produces only one useful model.... 10 MIN READ
Decorative image of a person looking at a laptop with an overlay of the NVIDIA NIM logo.
Generative AI Aug 28, 2024

Build an Enterprise-Scale Multimodal PDF Data Extraction Pipeline with an NVIDIA AI Blueprint

Trillions of PDF files are generated every year, each file likely consisting of multiple pages filled with various content types, including text, images,... 8 MIN READ
Decorative image of images and text being fed into a computer and resulting in a synthesized output.
Generative AI Mar 20, 2024

An Easy Introduction to Multimodal Retrieval-Augmented Generation

A retrieval-augmented generation (RAG) application has exponentially higher utility if it can work with a wide variety of data types—tables, graphs, charts,... 12 MIN READ
LLM workflow demo.
Conversational AI Jun 14, 2023

How to Get Better Outputs from Your Large Language Model

Large language models (LLMs) have generated excitement worldwide due to their ability to understand and process human language at a scale that is unprecedented.... 13 MIN READ
Generative AI Apr 26, 2023

An Introduction to Large Language Models: Prompt Engineering and P-Tuning

ChatGPT has made quite an impression. Users are excited to use the AI chatbot to ask questions, write poems, imbue a persona for interaction, act as a personal... 10 MIN READ